Report Zillow

Dataset statistics

Number of variables	33
Number of observations	13265
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.3 MiB
Average record size in memory	257.0 B

Variable types

CAT	18
NUM	14
BOOL	1

Warnings

`city` has a high cardinality: 171 distinct values	High cardinality
`fireplace` has a high cardinality: 77 distinct values	High cardinality
`parking` has a high cardinality: 281 distinct values	High cardinality
`lot_f` has a high cardinality: 360 distinct values	High cardinality
`architectural` has a high cardinality: 387 distinct values	High cardinality
`sewer` has a high cardinality: 102 distinct values	High cardinality
`water` has a high cardinality: 74 distinct values	High cardinality
`app` has a high cardinality: 146 distinct values	High cardinality
`heating` has a high cardinality: 91 distinct values	High cardinality
`cooling` has a high cardinality: 115 distinct values	High cardinality
`materials` has a high cardinality: 160 distinct values	High cardinality
`roof` has a high cardinality: 285 distinct values	High cardinality
`interior` has a high cardinality: 446 distinct values	High cardinality
`compensation` has a high cardinality: 365 distinct values	High cardinality
`tax_assessed` is highly skewed (γ1 = 22.68487712)	Skewed
`covered` is highly skewed (γ1 = 105.9219524)	Skewed
`garage` is highly skewed (γ1 = 87.6396911)	Skewed
`total_spaces` is highly skewed (γ1 = 63.59587501)	Skewed
`year` is highly skewed (γ1 = 36.47242642)	Skewed
`df_index` has unique values	Unique
`living` has 169 (1.3%) zeros	Zeros
`lot_a` has 839 (6.3%) zeros	Zeros
`tax_assessed` has 570 (4.3%) zeros	Zeros
`stories` has 1446 (10.9%) zeros	Zeros

Reproduction

Analysis started	2023-02-07 06:38:23.095485
Analysis finished	2023-02-07 06:38:39.880703
Duration	16.79 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	13265
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6668.134715
Minimum	0
Maximum	13338
Zeros	1
Zeros (%)	< 0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	667.2
Q1	3325
median	6674
Q3	10001
95-th percentile	12671.8
Maximum	13338
Range	13338
Interquartile range (IQR)	6676

Descriptive statistics

Standard deviation	3852.224137
Coefficient of variation (CV)	0.5777064054
Kurtosis	-1.200666555
Mean	6668.134715
Median Absolute Deviation (MAD)	3338
Skewness	-0.0004819924979
Sum	88452807
Variance	14839630.81
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
5416	1	< 0.1%
1290	1	< 0.1%
3339	1	< 0.1%
9486	1	< 0.1%
11535	1	< 0.1%
5400	1	< 0.1%
7449	1	< 0.1%
1306	1	< 0.1%
3355	1	< 0.1%
Other values (13255)	13255	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
13338	1	< 0.1%
13337	1	< 0.1%
13336	1	< 0.1%
13335	1	< 0.1%
13334	1	< 0.1%

price
Real number (ℝ_≥0)

Distinct	2671
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1246741.354
Minimum	0
Maximum	165000000
Zeros	2
Zeros (%)	< 0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	168000
Q1	308888
median	503000
Q3	985000
95-th percentile	3599600
Maximum	165000000
Range	165000000
Interquartile range (IQR)	676112

Descriptive statistics

Standard deviation	4107915.732
Coefficient of variation (CV)	3.294922174
Kurtosis	504.515843
Mean	1246741.354
Median Absolute Deviation (MAD)	246000
Skewness	17.97946008
Sum	1.653802406e+10
Variance	1.687497166e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
350000	119	0.9%
325000	85	0.6%
299900	84	0.6%
650000	80	0.6%
399900	79	0.6%
375000	79	0.6%
450000	77	0.6%
399000	74	0.6%
300000	73	0.6%
275000	72	0.5%
Other values (2661)	12443	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
19900	1	< 0.1%
30000	2	< 0.1%
32900	1	< 0.1%
35000	1	< 0.1%

Value	Count	Frequency (%)
165000000	1	< 0.1%
150000000	1	< 0.1%
139000000	1	< 0.1%
87000000	1	< 0.1%
85000000	1	< 0.1%

status
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

House for sale	10534
Active	1827
New construction	566
New	165
Foreclosure	67
Other values (4)	106

Frequencies
Length

Value	Count	Frequency (%)
House for sale	10534	79.4%
Active	1827	13.8%
New construction	566	4.3%
New	165	1.2%
Foreclosure	67	0.5%
Price Change	48	0.4%
Coming soon	44	0.3%
Auction	9	0.1%
Re-activated	5	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	16
Median length	14
Mean length	12.8088202
Min length	3

add_attr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.0 KiB

True	10197
False	3068

Common Values
Chart

Value	Count	Frequency (%)
True	10197	76.9%
False	3068	23.1%

city
Categorical

HIGH CARDINALITY

Distinct	171
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

Dallas	749
Indianapolis	743
Philadelphia	742
Chicago	736
Jacksonville	725
Other values (166)	9570

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Dallas	749	5.6%
Indianapolis	743	5.6%
Philadelphia	742	5.6%
Chicago	736	5.5%
Jacksonville	725	5.5%
San Antonio	719	5.4%
Charlotte	714	5.4%
Houston	704	5.3%
Columbus	678	5.1%
Fort Worth	676	5.1%
Other values (161)	6079	45.8%

Frequencies of value counts

Unique

Unique	43 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	20
Median length	9
Mean length	9.071617037
Min length	4

state
Categorical

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

TX	3369
CA	2140
AZ	772
OH	755
IN	750
Other values (9)	5479

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
TX	3369	25.4%
CA	2140	16.1%
AZ	772	5.8%
OH	755	5.7%
IN	750	5.7%
PA	742	5.6%
IL	737	5.6%
FL	732	5.5%
NC	726	5.5%
TN	676	5.1%
Other values (4)	1866	14.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

lat
Real number (ℝ_≥0)

Distinct	13141
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.7714584
Minimum	0
Maximum	47.733967
Zeros	1
Zeros (%)	< 0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	29.6019648
Q1	32.742405
median	35.158978
Q3	39.875687
95-th percentile	41.9049724
Maximum	47.733967
Range	47.733967
Interquartile range (IQR)	7.133282

Descriptive statistics

Standard deviation	4.406290668
Coefficient of variation (CV)	0.1231789495
Kurtosis	-0.3195735213
Mean	35.7714584
Median Absolute Deviation (MAD)	4.587467
Skewness	0.292664207
Sum	474508.3957
Variance	19.41539745
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.015083	3	< 0.1%
34.040268	2	< 0.1%
35.23363	2	< 0.1%
41.903008	2	< 0.1%
39.67135	2	< 0.1%
39.766724	2	< 0.1%
32.715405	2	< 0.1%
36.103233	2	< 0.1%
36.196106	2	< 0.1%
38.965164	2	< 0.1%
Other values (13131)	13244	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
29.138699	1	< 0.1%
29.1487	1	< 0.1%
29.166689	1	< 0.1%
29.198627	1	< 0.1%

Value	Count	Frequency (%)
47.733967	1	< 0.1%
47.733162	1	< 0.1%
47.732807	1	< 0.1%
47.731823	1	< 0.1%
47.73067	1	< 0.1%

long
Real number (ℝ)

Distinct	13102
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-95.38698208
Minimum	-122.508575
Maximum	0
Zeros	1
Zeros (%)	< 0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	-122.508575
5-th percentile	-121.9514552
Q1	-105.034775
median	-95.51751
Q3	-82.950386
95-th percentile	-74.977019
Maximum	0
Range	122.508575
Interquartile range (IQR)	22.084389

Descriptive statistics

Standard deviation	15.04957552
Coefficient of variation (CV)	-0.1577738931
Kurtosis	-0.936499418
Mean	-95.38698208
Median Absolute Deviation (MAD)	12.55348
Skewness	-0.3737761375
Sum	-1265308.317
Variance	226.4897233
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-95.41359	2	< 0.1%
-122.368484	2	< 0.1%
-95.50236	2	< 0.1%
-96.76172	2	< 0.1%
-98.65886	2	< 0.1%
-86.16566	2	< 0.1%
-111.99746	2	< 0.1%
-104.910324	2	< 0.1%
-96.6596	2	< 0.1%
-75.03945	2	< 0.1%
Other values (13092)	13245	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-122.508575	1	< 0.1%
-122.50841	1	< 0.1%
-122.50772	1	< 0.1%
-122.50759	1	< 0.1%
-122.50677	1	< 0.1%

Value	Count	Frequency (%)
0	1	< 0.1%
-73.7041	1	< 0.1%
-73.704544	1	< 0.1%
-73.70573	1	< 0.1%
-73.70951	1	< 0.1%

bath
Real number (ℝ_≥0)

Distinct	24
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.888880513
Minimum	0
Maximum	27
Zeros	16
Zeros (%)	0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	6
Maximum	27
Range	27
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.648422178
Coefficient of variation (CV)	0.5706093316
Kurtosis	19.0611743
Mean	2.888880513
Median Absolute Deviation (MAD)	1
Skewness	2.998985167
Sum	38321
Variance	2.717295678
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
2	5023	37.9%
3	3860	29.1%
4	1612	12.2%
1	1400	10.6%
5	575	4.3%
6	303	2.3%
7	194	1.5%
8	110	0.8%
9	63	0.5%
10	35	0.3%
Other values (14)	90	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16	0.1%
1	1400	10.6%
2	5023	37.9%
3	3860	29.1%
4	1612	12.2%

Value	Count	Frequency (%)
27	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%

bed
Real number (ℝ_≥0)

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.66038447
Minimum	0
Maximum	17
Zeros	18
Zeros (%)	0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	6
Maximum	17
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.11779903
Coefficient of variation (CV)	0.3053774922
Kurtosis	7.162295297
Mean	3.66038447
Median Absolute Deviation (MAD)	1
Skewness	1.456711574
Sum	48555
Variance	1.249474671
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
3	5478	41.3%
4	4361	32.9%
5	1561	11.8%
2	1071	8.1%
6	476	3.6%
7	132	1.0%
1	71	0.5%
8	54	0.4%
9	19	0.1%
0	18	0.1%
Other values (5)	24	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	18	0.1%
1	71	0.5%
2	1071	8.1%
3	5478	41.3%
4	4361	32.9%

Value	Count	Frequency (%)
17	1	< 0.1%
14	3	< 0.1%
12	6	< 0.1%
11	5	< 0.1%
10	9	0.1%

living
Real number (ℝ_≥0)

ZEROS

Distinct	3963
Distinct (%)	29.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2417.703958
Minimum	0
Maximum	56500
Zeros	169
Zeros (%)	1.3%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	923
Q1	1406
median	1940
Q3	2772
95-th percentile	5367.4
Maximum	56500
Range	56500
Interquartile range (IQR)	1366

Descriptive statistics

Standard deviation	2004.2348
Coefficient of variation (CV)	0.8289827186
Kurtosis	86.38769582
Mean	2417.703958
Median Absolute Deviation (MAD)	620
Skewness	6.289224095
Sum	32070843
Variance	4016957.132
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	169	1.3%
1200	61	0.5%
1800	42	0.3%
2000	40	0.3%
1600	38	0.3%
3000	38	0.3%
1440	37	0.3%
1500	37	0.3%
2200	35	0.3%
2100	33	0.2%
Other values (3953)	12735	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	169	1.3%
1	2	< 0.1%
300	1	< 0.1%
392	1	< 0.1%
400	1	< 0.1%

Value	Count	Frequency (%)
56500	1	< 0.1%
38000	1	< 0.1%
37132	1	< 0.1%
36000	1	< 0.1%
31450	1	< 0.1%

lot_a
Real number (ℝ_≥0)

ZEROS

Distinct	4553
Distinct (%)	34.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4167.410015
Minimum	0
Maximum	10863.864
Zeros	839
Zeros (%)	6.3%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.2
median	4356
Q3	6882.48
95-th percentile	9583.2
Maximum	10863.864
Range	10863.864
Interquartile range (IQR)	6881.28

Descriptive statistics

Standard deviation	3314.051039
Coefficient of variation (CV)	0.7952303775
Kurtosis	-1.251204581
Mean	4167.410015
Median Absolute Deviation (MAD)	3005.64
Skewness	0.1004388909
Sum	55280693.84
Variance	10982934.29
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	839	6.3%
7405.2	143	1.1%
6534	139	1.0%
6098.4	135	1.0%
4791.6	131	1.0%
5227.2	124	0.9%
7840.8	118	0.9%
4356	115	0.9%
8276.4	109	0.8%
6969.6	108	0.8%
Other values (4543)	11304	85.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	839	6.3%
0.13	1	< 0.1%
0.146	1	< 0.1%
0.172	1	< 0.1%
0.21	1	< 0.1%

Value	Count	Frequency (%)
10863.864	1	< 0.1%
10846.44	1	< 0.1%
10846	1	< 0.1%
10837.728	1	< 0.1%
10833.372	1	< 0.1%

tax_assessed
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	10381
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	651513.3831
Minimum	0
Maximum	120990610
Zeros	570
Zeros (%)	4.3%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	15020
Q1	160439
median	288000
Q3	567602
95-th percentile	1887436.8
Maximum	120990610
Range	120990610
Interquartile range (IQR)	407163

Descriptive statistics

Standard deviation	2036394.823
Coefficient of variation (CV)	3.125637748
Kurtosis	1017.783391
Mean	651513.3831
Median Absolute Deviation (MAD)	168300
Skewness	22.68487712
Sum	8642325027
Variance	4.146903877e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	570	4.3%
5000	19	0.1%
45000	8	0.1%
195000	8	0.1%
360000	8	0.1%
205000	7	0.1%
230000	7	0.1%
60000	6	< 0.1%
182700	6	< 0.1%
260000	6	< 0.1%
Other values (10371)	12620	95.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	570	4.3%
100	1	< 0.1%
200	1	< 0.1%
495	1	< 0.1%
700	1	< 0.1%

Value	Count	Frequency (%)
120990610	1	< 0.1%
49830371	1	< 0.1%
45466200	1	< 0.1%
34846568	1	< 0.1%
33637713	1	< 0.1%

fireplace
Categorical

HIGH CARDINALITY

Distinct	77
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	5968
1.0	4233
2.0	729
living room	409
not applicable	370
Other values (72)	1556

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	5968	45.0%
1.0	4233	31.9%
2.0	729	5.5%
living room	409	3.1%
not applicable	370	2.8%
family room	317	2.4%
1 fireplace	244	1.8%
3.0	226	1.7%
gas log	97	0.7%
4.0	82	0.6%
Other values (67)	590	4.4%

Frequencies of value counts

Unique

Unique	29 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	26
Median length	4
Mean length	4.588239729
Min length	2

parking
Categorical

HIGH CARDINALITY

Distinct	281
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

Garage	1395
Attache	680
none	663
Attached Garag	552
Drivewa	534
Other values (276)	9441

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Garage	1395	10.5%
Attache	680	5.1%
none	663	5.0%
Attached Garag	552	4.2%
Drivewa	534	4.0%
Attached	497	3.7%
Garage - Attached	487	3.7%
On Street	400	3.0%
Driveway	393	3.0%
2-Car Single Door	376	2.8%
Other values (271)	7288	54.9%

Frequencies of value counts

Unique

Unique	49 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	36
Median length	9
Mean length	10.50931021
Min length	3

covered
Real number (ℝ_≥0)

SKEWED

Distinct	353
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.005438647
Minimum	1
Maximum	424
Zeros	0
Zeros (%)	0.0%
Memory size	103.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1.775
median	2
Q3	2
95-th percentile	3
Maximum	424
Range	423
Interquartile range (IQR)	0.225

Descriptive statistics

Standard deviation	3.771700635
Coefficient of variation (CV)	1.880735988
Kurtosis	11820.86061
Mean	2.005438647
Median Absolute Deviation (MAD)	0.05
Skewness	105.9219524
Sum	26602.14365
Variance	14.22572568
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	5822	43.9%
1	1658	12.5%
3	846	6.4%
4	231	1.7%
1.72	111	0.8%
1.75	96	0.7%
1.65	93	0.7%
1.82	93	0.7%
1.975	91	0.7%
1.995	89	0.7%
Other values (343)	4135	31.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1658	12.5%
1.045	1	< 0.1%
1.085	3	< 0.1%
1.135	1	< 0.1%
1.14	4	< 0.1%

Value	Count	Frequency (%)
424	1	< 0.1%
60	1	< 0.1%
20	1	< 0.1%
16	1	< 0.1%
14	1	< 0.1%

garage
Real number (ℝ_≥0)

SKEWED

Distinct	352
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.989149726
Minimum	1
Maximum	424
Zeros	0
Zeros (%)	0.0%
Memory size	103.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1.74
median	2
Q3	2
95-th percentile	3
Maximum	424
Range	423
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	4.175753276
Coefficient of variation (CV)	2.099265441
Kurtosis	8350.620268
Mean	1.989149726
Median Absolute Deviation (MAD)	0.055
Skewness	87.6396911
Sum	26386.07111
Variance	17.43691543
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	5784	43.6%
1	1610	12.1%
3	824	6.2%
4	181	1.4%
1.685	111	0.8%
1.625	106	0.8%
1.945	103	0.8%
1.985	99	0.7%
1.78	93	0.7%
1.54	93	0.7%
Other values (342)	4261	32.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1610	12.1%
1.02	1	< 0.1%
1.03	1	< 0.1%
1.07	4	< 0.1%
1.09	2	< 0.1%

Value	Count	Frequency (%)
424	1	< 0.1%
212	1	< 0.1%
60	1	< 0.1%
13	1	< 0.1%
12	1	< 0.1%

total_spaces
Real number (ℝ_≥0)

SKEWED

Distinct	327
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.488030839
Minimum	1
Maximum	424
Zeros	0
Zeros (%)	0.0%
Memory size	103.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2.395
95-th percentile	5
Maximum	424
Range	423
Interquartile range (IQR)	0.395

Descriptive statistics

Standard deviation	4.800363733
Coefficient of variation (CV)	1.92938273
Kurtosis	4993.342948
Mean	2.488030839
Median Absolute Deviation (MAD)	0.105
Skewness	63.59587501
Sum	33003.72908
Variance	23.04349197
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	5595	42.2%
1	1682	12.7%
3	987	7.4%
4	892	6.7%
6	264	2.0%
5	200	1.5%
2.175	127	1.0%
8	77	0.6%
2.01	74	0.6%
2.52	71	0.5%
Other values (317)	3296	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1682	12.7%
1.355	1	< 0.1%
1.395	3	< 0.1%
1.47	1	< 0.1%
1.485	6	< 0.1%

Value	Count	Frequency (%)
424	1	< 0.1%
212	1	< 0.1%
203	1	< 0.1%
80	1	< 0.1%
60	1	< 0.1%

lot_f
Categorical

HIGH CARDINALITY

Distinct	360
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	5360
Corner Lo	692
Back Yar	461
Cul-De-Sa	453
Level	441
Other values (355)	5858

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	5360	40.4%
Corner Lo	692	5.2%
Back Yar	461	3.5%
Cul-De-Sa	453	3.4%
Level	441	3.3%
Curb	437	3.3%
Subdivide	385	2.9%
Leve	303	2.3%
Few Tree	223	1.7%
North/South Exposur	220	1.7%
Other values (350)	4290	32.3%

Frequencies of value counts

Unique

Unique	114 ?
Unique (%)	0.9%

Histogram of lengths of the category

Length

Max length	38
Median length	5
Mean length	7.620203543
Min length	3

subtype
Categorical

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

Single Family Residence	10639
Residentia	1079
Detached	501
none	382
Residential	361
Other values (22)	303

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Single Family Residence	10639	80.2%
Residentia	1079	8.1%
Detached	501	3.8%
none	382	2.9%
Residential	361	2.7%
Single Family - Detached	120	0.9%
Ranch	46	0.3%
All Other Attached	40	0.3%
Single Family - Semi-Attached	23	0.2%
Residential-Detache	14	0.1%
Other values (17)	60	0.5%

Frequencies of value counts

Unique

Unique	6 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	29
Median length	23
Mean length	20.40904636
Min length	4

architectural
Categorical

HIGH CARDINALITY

Distinct	387
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	4967
Traditional	2158
Ranch	927
Contemporary	510
2.0	372
Other values (382)	4331

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	4967	37.4%
Traditional	2158	16.3%
Ranch	927	7.0%
Contemporary	510	3.8%
2.0	372	2.8%
Colonial	359	2.7%
Bungalow	335	2.5%
TraditonalAmerican	283	2.1%
Other	208	1.6%
Straight Thru	198	1.5%
Other values (377)	2948	22.2%

Frequencies of value counts

Unique

Unique	210 ?
Unique (%)	1.6%

Histogram of lengths of the category

Length

Max length	67
Median length	5
Mean length	8.188239729
Min length	3

year
Real number (ℝ_≥0)

SKEWED

Distinct	213
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1966.036383
Minimum	0
Maximum	9999
Zeros	15
Zeros (%)	0.1%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1905
Q1	1941
median	1967
Q3	1999
95-th percentile	2022
Maximum	9999
Range	9999
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	124.0166378
Coefficient of variation (CV)	0.06307952329
Kurtosis	2723.908651
Mean	1966.036383
Median Absolute Deviation (MAD)	28
Skewness	36.47242642
Sum	26079472.62
Variance	15380.12646
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2022	664	5.0%
1925	333	2.5%
1950	270	2.0%
1920	254	1.9%
1955	233	1.8%
1900	229	1.7%
1940	206	1.6%
2006	205	1.5%
2005	201	1.5%
1960	200	1.5%
Other values (203)	10470	78.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	0.1%
1730	1	< 0.1%
1750	1	< 0.1%
1807	1	< 0.1%
1829	1	< 0.1%

Value	Count	Frequency (%)
9999	2	< 0.1%
2023	68	0.5%
2022	664	5.0%
2021.95	7	0.1%
2021	79	0.6%

sewer
Categorical

HIGH CARDINALITY

Distinct	102
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

Public Sewer	7196
none	2584
City Sewer	1409
Sewer Connecte	444
SAW	201
Other values (97)	1431

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Public Sewer	7196	54.2%
none	2584	19.5%
City Sewer	1409	10.6%
Sewer Connecte	444	3.3%
SAW	201	1.5%
Sewer System	182	1.4%
Septic Tank	124	0.9%
Septic System	122	0.9%
Sewer Connected	105	0.8%
SAWS	101	0.8%
Other values (92)	797	6.0%

Frequencies of value counts

Unique

Unique	31 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	32
Median length	12
Mean length	10.11443649
Min length	1

water
Categorical

HIGH CARDINALITY

Distinct	74
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

Public	6897
none	2157
City Water	1079
Publi	549
Meter on Property	384
Other values (69)	2199

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Public	6897	52.0%
none	2157	16.3%
City Water	1079	8.1%
Publi	549	4.1%
Meter on Property	384	2.9%
Lake Michigan	381	2.9%
City Wate	321	2.4%
SAW	262	2.0%
Water System	201	1.5%
Water District	174	1.3%
Other values (64)	860	6.5%

Frequencies of value counts

Unique

Unique	25 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	32
Median length	6
Mean length	7.014700339
Min length	3

app
Categorical

HIGH CARDINALITY

Distinct	146
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

dishwasher	5037
none	1736
electric water heater	553
gas water heater	544
built-in microwave	543
Other values (141)	4852

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
dishwasher	5037	38.0%
none	1736	13.1%
electric water heater	553	4.2%
gas water heater	544	4.1%
built-in microwave	543	4.1%
range	531	4.0%
cooktop	302	2.3%
electric cooktop	295	2.2%
gas cooktop	268	2.0%
dryer	258	1.9%
Other values (136)	3198	24.1%

Frequencies of value counts

Unique

Unique	33 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	38
Median length	10
Mean length	10.90629476
Min length	3

heating
Categorical

HIGH CARDINALITY

Distinct	91
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

central	4711
forced air	2917
natural gas	1998
electric	887
none	694
Other values (86)	2058

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
central	4711	35.5%
forced air	2917	22.0%
natural gas	1998	15.1%
electric	887	6.7%
none	694	5.2%
hot water	266	2.0%
fireplace(s	166	1.3%
radiator	142	1.1%
central forced air	128	1.0%
other	124	0.9%
Other values (81)	1232	9.3%

Frequencies of value counts

Unique

Unique	23 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	31
Median length	8
Mean length	8.879080286
Min length	2

cooling
Categorical

HIGH CARDINALITY

Distinct	115
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

Central Air	4833
Ceiling Fan(s	1519
Central Ai	1201
None	827
none	720
Other values (110)	4165

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Central Air	4833	36.4%
Ceiling Fan(s	1519	11.5%
Central Ai	1201	9.1%
None	827	6.2%
none	720	5.4%
Electri	542	4.1%
Central A/	506	3.8%
Electric	415	3.1%
Central Forced Air	307	2.3%
Refrigeration	215	1.6%
Other values (105)	2180	16.4%

Frequencies of value counts

Unique

Unique	21 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	31
Median length	11
Mean length	10.3928383
Min length	2

stories
Real number (ℝ_≥0)

ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.499246136
Minimum	0
Maximum	7
Zeros	1446
Zeros (%)	10.9%
Memory size	103.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8558670917
Coefficient of variation (CV)	0.570864964
Kurtosis	0.215134403
Mean	1.499246136
Median Absolute Deviation (MAD)	1
Skewness	0.2602398322
Sum	19887.5
Variance	0.7325084787
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	5326	40.2%
2	5005	37.7%
0	1446	10.9%
3	1133	8.5%
3.5	149	1.1%
2.5	93	0.7%
4	79	0.6%
1.5	27	0.2%
5	3	< 0.1%
7	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1446	10.9%
1	5326	40.2%
1.5	27	0.2%
2	5005	37.7%
2.5	93	0.7%

Value	Count	Frequency (%)
7	3	< 0.1%
6	1	< 0.1%
5	3	< 0.1%
4	79	0.6%
3.5	149	1.1%

materials
Categorical

HIGH CARDINALITY

Distinct	160
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

brick	4169
none	2082
stucco	771
vinyl sideing	638
frame	528
Other values (155)	5077

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
brick	4169	31.4%
none	2082	15.7%
stucco	771	5.8%
vinyl sideing	638	4.8%
frame	528	4.0%
masonry	471	3.6%
wood sideing	409	3.1%
frame - woo	387	2.9%
stone	364	2.7%
block	338	2.5%
Other values (150)	3108	23.4%

Frequencies of value counts

Unique

Unique	43 ?
Unique (%)	0.3%

Histogram of lengths of the category

Length

Max length	30
Median length	5
Mean length	7.264304561
Min length	3

roof
Categorical

HIGH CARDINALITY

Distinct	285
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	4443
Composition	4131
Shingle	1342
Tile	560
Asphalt	445
Other values (280)	2344

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	4443	33.5%
Composition	4131	31.1%
Shingle	1342	10.1%
Tile	560	4.2%
Asphalt	445	3.4%
Comp Shingle	285	2.1%
Metal	189	1.4%
Other	179	1.3%
Composition,Shingle	150	1.1%
Flat	147	1.1%
Other values (275)	1394	10.5%

Frequencies of value counts

Unique

Unique	149 ?
Unique (%)	1.1%

Histogram of lengths of the category

Length

Max length	57
Median length	7
Mean length	8.069204674
Min length	4

foundation
Categorical

Distinct	50
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	5838
slab	3666
concrete perimeter	700
crawl space	487
pillar/post/pier	480
Other values (45)	2094

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	5838	44.0%
slab	3666	27.6%
concrete perimeter	700	5.3%
crawl space	487	3.7%
pillar/post/pier	480	3.6%
poured concrete	456	3.4%
blogck	333	2.5%
other	228	1.7%
brick/mortar	161	1.2%
stone	159	1.2%
Other values (40)	757	5.7%

Frequencies of value counts

Unique

Unique	11 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	27
Median length	4
Mean length	6.405955522
Min length	4

interior
Categorical

HIGH CARDINALITY

Distinct	446
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	3939
Ceiling Fan(s	585
Cable TV Availabl	569
Built-in Feature	539
One Living Are	360
Other values (441)	7273

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	3939	29.7%
Ceiling Fan(s	585	4.4%
Cable TV Availabl	569	4.3%
Built-in Feature	539	4.1%
One Living Are	360	2.7%
Walk-In Closet(s	326	2.5%
Breakfast Ba	252	1.9%
Two Living Are	239	1.8%
High Ceiling	239	1.8%
Walk-In Closet(s)	236	1.8%
Other values (436)	5981	45.1%

Frequencies of value counts

Unique

Unique	186 ?
Unique (%)	1.4%

Histogram of lengths of the category

Length

Max length	38
Median length	13
Mean length	11.32672446
Min length	2

compensation
Categorical

HIGH CARDINALITY

Distinct	365
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	103.6 KiB

none	3994
3%	2581
2.5%	2074
% Of Gross2.5	648
2.50%	501
Other values (360)	3467

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
none	3994	30.1%
3%	2581	19.5%
2.5%	2074	15.6%
% Of Gross2.5	648	4.9%
2.50%	501	3.8%
2.8%	446	3.4%
2.500%	384	2.9%
3.00%	309	2.3%
2%	250	1.9%
% Of Gross3	178	1.3%
Other values (355)	1900	14.3%

Frequencies of value counts

Unique

Unique	225 ?
Unique (%)	1.7%

Histogram of lengths of the category

Length

Max length	66
Median length	4
Mean length	5.370825481
Min length	2

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	price	status	add_attr	city	state	lat	long	bath	bed	living	lot_a	tax_assessed	fireplace	parking	covered	garage	total_spaces	lot_f	subtype	architectural	year	sewer	water	app	heating	cooling	stories	materials	roof	foundation	interior	compensation
0	0	274000	House for sale	True	South Ozone Park	NY	40.675730	-73.822350	1	3	1556	2400.0	0	none	Garage - Detached	1.750	1.595	1.945	none	none	none	1930.0	none	none	none	none	none	0.0	none	none	none	none	none
1	1	270000	House for sale	True	Jamaica	NY	40.670036	-73.780450	2	4	1920	3998.0	678000	none	none	1.660	1.535	2.160	none	none	none	1950.0	none	none	microwave	none	none	0.0	none	none	none	none	none
2	2	899000	House for sale	True	Staten Island	NY	40.524227	-74.215790	3	3	2532	6903.0	637000	none	Detache	1.935	2.000	2.000	none	Single Family - Detached	Colonial	1899.0	Public Sewer	none	dishwasher	hot water	Units	2.0	none	none	none	none	none
3	3	1390000	House for sale	True	Flushing	NY	40.721615	-73.820755	4	4	1915	2697.0	894000	none	none	1.695	1.655	3.915	none	none	none	1945.0	none	none	dryer	none	none	0.0	none	none	none	none	none
4	5	1380000	House for sale	True	Brooklyn	NY	40.604470	-73.943960	4	3	1800	2000.0	0	none	Shared Drivewa	1.700	1.000	2.160	Near Public Transit	Single Family Residence	2 Story	1930.0	Public Sewer	Public	dishwasher	natural gas	Wall Unit(s)	2.0	brick	none	none	Formal Dining Roo	none
5	6	599000	House for sale	True	Brooklyn	NY	40.639286	-73.941270	2	3	1344	1950.0	534000	none	none	1.800	1.685	2.520	none	none	none	1925.0	none	none	dryer	none	none	0.0	none	none	none	none	none
6	7	1280000	House for sale	True	Brooklyn	NY	40.622246	-74.017830	2	3	1422	2613.0	882000	none	Garage - Detached	1.605	1.535	1.000	none	none	none	1920.0	none	none	dishwasher	radian	Central	0.0	none	Shake / Shingle	none	none	none
7	9	899000	House for sale	True	Brooklyn	NY	40.578552	-74.005196	3	4	2800	3000.0	419000	none	none	1.720	1.670	2.000	none	none	none	1945.0	none	none	dishwasher	none	none	0.0	none	none	none	none	none
8	10	565000	House for sale	True	Jamaica	NY	40.682640	-73.788180	2	3	1896	1951.0	406000	none	Garage - Attached	1.800	1.685	2.520	none	none	none	1925.0	none	none	dishwasher	none	none	0.0	none	Shake / Shingle	none	none	none
9	11	99999	House for sale	True	Staten Island	NY	40.627700	-74.179020	1	2	840	2100.0	0	none	Community Driv	2.140	2.150	3.000	Back Yar	Single Family Residence	Ranch	1998.0	none	none	none	natural gas	none	1.0	aluminum sidein	Flat,Metal	other	none	none

Last rows

	df_index	price	status	add_attr	city	state	lat	long	bath	bed	living	lot_a	tax_assessed	fireplace	parking	covered	garage	total_spaces	lot_f	subtype	architectural	year	sewer	water	app	heating	cooling	stories	materials	roof	foundation	interior	compensation
13255	13329	385000	House for sale	True	Nashville	TN	36.158485	-86.828240	1	3	1100	0.25	270000	1.0	Driveway	1.850	1.850	2.000	Unknown Soil Type	Single Family Residence	Cape Cod	1925.0	Public Sewer	Public	gas water heater	forced air	Central A/	3.0	aluminum sidein	none	other	none	% Of Gross2
13256	13330	599000	House for sale	True	Nashville	TN	36.104990	-86.745760	3	3	2532	8712.00	280200	none	Driveway	1.965	1.955	2.395	Unknown Soil Type	Single Family Residence	Colonial	1976.0	Public Sewer	Public	electric water heater	forced air	Central A/	2.0	brick	none	brick/mortar	none	% Of Gross2.5
13257	13331	299000	House for sale	True	Nashville	TN	36.219044	-86.756760	1	3	960	0.41	153300	none	None	1.915	1.740	2.135	Unknown Soil Type	Single Family Residence	Contemporary	1947.0	Public Sewer	Public	oven/range - gas	hot water	Central A/	3.0	brick	Wood,Other	slab	none	% Of Gross2.9
13258	13332	1149900	House for sale	True	Nashville	TN	36.193188	-86.777830	4	4	2012	871.20	0	none	Off Street	1.920	1.780	2.560	Urban Land-Sassafras-Chillum	Single Family Residence	Colonial	1936.0	Public Sewer	Public	gas water heater	forced air	None	3.0	brick	none	brick/mortar	Dining Are	% Of Gross2
13259	13333	3675000	House for sale	True	Nashville	TN	36.123570	-86.795580	6	5	5704	0.29	961800	none	Concrete Drivewa	1.905	1.885	2.000	Unknown Soil Type	Single Family Residence	Traditional	1953.0	Public Sewer	Public	built-in microwave	central	Central A/	3.0	brick	Flat	slab	Dining Are	% Of Gross2.5
13260	13334	750000	House for sale	True	Nashville	TN	36.160694	-86.847830	3	3	2208	4356.00	563900	none	Drivewa	1.570	1.690	2.030	Unknown Soil Type	Single Family Residence	Colonial	1951.0	Public Sewer	Public	gas water heater	forced air	Central A/	3.0	brick	none	slab	none	% Of Gross2.5
13261	13335	575000	House for sale	True	Nashville	TN	36.204834	-86.738660	2	4	3658	9147.60	0	none	On Stree	1.805	1.780	2.000	Unknown Soil Type	Single Family Residence	Traditional	1940.0	Public Sewer	Public	dishwasher	forced air	Central A/	3.0	brick	none	slab	Kitchen - Gourme	% Of Gross3
13262	13336	609000	House for sale	True	Nashville	TN	36.196106	-86.735115	3	3	1950	871.20	0	none	On Street	1.800	1.685	2.520	Urban Land-Sassafras-Chillum	Single Family Residence	Colonial	1925.0	Public Sewer	Public	gas water heater	hot water	Ductless/Mini-Spli	3.0	brick	none	brick/mortar	Ceiling Fan(s)	% Of Gross2.5
13263	13337	460000	Coming soon	True	Nashville	TN	36.026558	-86.717710	2	3	2224	7840.80	319600	2.0	Drivewa	1.895	1.825	2.090	Landscapin	Single Family Residence	Colonial	1937.0	Public Sewer	Public	built-in microwave	forced air	Central A/	3.0	combination	Unknown	other	Ceiling Fan(s	% Of Gross2.5
13264	13338	4300000	House for sale	True	Nashville	TN	36.134396	-86.822710	5	5	4516	0.36	1415000	none	On Street	1.885	1.855	2.460	Urba	Single Family Residence	Traditional	1925.0	Public Sewer	Public	gas water heater	hot water	Central A/	3.0	brick	Flat,Rubber	other	none	% Of Gross2.5

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows